class: center, middle, inverse, title-slide # What is Econometrics? ## other than a class we’re forcing you to take ### Updated 2020-07-12 --- # Welcome to Econometrics - This is econometrics - Econometrics is a field that covers how economists think about statistical analysis - Many other social science fields (and fields like epidemiology) have picked up econometric tools as well becuase of how useful they tend to be --- # Welcome to Econometrics - So what is econometrics? - Econometrics focuses on the study of *observational data* - Observational data are measurements of things that *the researcher does not control* - Given that we are working with observational data, we still want to understand the *causes of things* - The world is what it is, we are only here to study it --- # Welcome to Econometrics - When is this useful? - We can't randomly assign or experiment with things like how much education you get, or what our tax rates are, or what a stock's recent returns have been, or where you live - that would generally be impossible or cruel - But we still want to learn about the *underlying patterns* related to those data - how does X cause Y? What is the correct model to use to understand X and Y? - That would be simple if we could control the situation, turn things on and off, randomize stuff - But we can't! So what now? Enter econometrics. --- # Welcome to Econometrics - This is a great course (if I do say so) - When I took it, what it left me feeling was *powerful* - It gave me the ability to answer questions I was interested in on my own - And to understand the degree of confidence I could have in my own results and in others - "A new study says..." you don't need to take the paper's word for that any more! --- # Admin - Review the syllabus (and other materials on Canvas). Reading assignments there - Our textbook is Bailey's Real Econometrics. Read Chapters 1 and 2 this week! - Also these slides - Programming in R: free, you will want to have access to it. We will get to this next time - Assignments: Weekly homework combining Bailey and R tasks - There is a midterm and a final - A data exploration project - A group data analysis project - And completion of Swirl modules and online discussion --- # Causality and Prediction - Okay so what are we doing here exactly? - In econometrics, we are working with data - Statisticians also work with data - So do data scientists - The *goals* for these groups differ considerably --- # Causality and Prediction - Data scientists are generally concerned with *prediction* - They want to use the data at hand to *predict* what comes next - They generally don't care *why* they're making the prediction they are - This can be really handy for certain tasks - "is this picture a cat or a dog?" "what's the probability that a customer with qualities X, Y, and Z will end up purchasing our good?" "do you have lymphoma?" --- # Causality and Prediction - Econometricians, on the other hand, care almost exclusively about *why* - Data scientists want to minimize *prediction error* - Econometricians want to minimize *inference* and *identification error* - We want to correctly understand *the underlying data generating process* --- # Inference Error and Randomness - One big problem we face when trying to figure out how variables relate to each other is *randomness* - This is simply the fact that, when we gather data, we can only possibly get a subsample of *all* the data - So, just by random chance, the relationship we get in our data might not be quite the same as the true relationship --- # Inference Error and Randomness - So if we look in a data set and see that `\(X\)` and `\(Y\)` appear to be positively related to each other... - Are they actually positively related, or is that just random chance? - If they are positively related, maybe we're understating or overstating *how* positively related --- # Inference Error and Randomness - If the true relationship is 0, then in the data we'll see a positive relationship half the time, and a negative relationship half the time - Even though the truth is 0! - How can we properly make an *inference* about whether the relationship is 0 or not (or positive, or negative, or *how* positive or negative), taking into account this randomness? - That's being careful about inference. The statisticians teach us all about this! --- # Identification Error - What is identification error? - *Identification* is how you link the *result you see* with the *conclusion you draw from it* - For example, say you observe that kids who play video games are more aggressive in everyday life (result), and you conclude from that result that video games make kids more aggressive (conclusion) - If *seeing that result is actually evidence for that conclusion*, then we are properly *identified* --- # Identification Error - But if there's another reason why we might see that result, i.e. if the same result could give us a different conclusion, like *kids who are aggressive play more video games* or *people notice aggression more when kids play video games*, then we have made an *identification error* - our result was not identified! - Identification error is when your result in the data doesn't actually have a clear theoretical ("why" or "because") interpretation - For example, if you observe that people tend to wear more shorts on days they eat more ice cream, and you conclude that eating ice cream makes you put on shorts, you have committed an identification error - One day in and all we can do is complain, eesh --- # Data Generating Process - To avoid identification error, economists think closely about the *data generating process* - What is a data generating process? - The data generating process is the *true set of laws* that determine where our data comes from - For example, if you hold a rock and drop it, it falls to the floor - What is the data we observe? (Hold the rock & Rock is up) and (Let go & Rock is down) - What is the data generating process? Gravity makes the rock fall down when you drop it --- # Data Generating Process - Another example is a model of supply and demand - We observe prices and quantities in a competitive market - What led to those being the prices and quantities we see? - The supply and demand model and its equilibrium, we theorize! --- # Data Generating Process <!-- --> --- # Data Generating Process - The prices that we observe come from that theoretical construct - When we see the prices and quantities moving, according to our theory, it's because the S and D lines are moving - But we can't see the S and D lines - Our goal: use the observations we do see to *infer* what the theoretical model (data generating process) is --- # Data Generating Process - Harder than it sounds. What inference about S and D can we draw from these observations? <!-- --> --- # Causality - A data generating process can be described by a series of *equations* that describe where the data comes from. For example: $$ X = \gamma_0 + \gamma_1\varepsilon + \nu $$ $$ Y = \beta_0 + \beta_1X + \varepsilon $$ - This says " `\(X\)` is caused by `\(\varepsilon\)` and `\(\nu\)`, and `\(Y\)` is caused by `\(X\)` and `\(\varepsilon\)`" - The *truth* is that an increase in `\(X\)` *causally increases `\(Y\)`* by `\(\beta_1\)` - The goal of econometrics is to be able to estimate what `\(\beta_1\)` is accurately --- # Causality - We can also represent this set of relationships as a graph, with arrows telling you what variables cause each other <!-- --> --- # Causality - We do this because most of the relationships we're interested in are causal - we want to know, if we could reach in and *manipulate* `\(X\)`, would `\(Y\)` change as a result, and how much? - Does the minimum wage reduce employment? - Does quantitative easing avert recessions? - Does six-sigma improve business performance? - Does getting an MBA make you a better manager? --- # Causality - Imagine this is the graph we see for minimum wage and employment <img 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" width="600px" /> --- # Causality - Does that mean that the minimum wage harms employment? - Maybe! But also maybe not - What the graph shows us is a *correlation* - And *correlation is not the same thing as causation* --- # Causality - A given correlation, like the negative relationship between minimum wage changes and employment changes, can be consistent with a *number* of different causal relationships - As econometricians, we need to figure out which one it is! - How can we narrow it down? - How many of the diagrams on the next page can be consistent with that negative relationship? --- # Eight Possible Relationships <img src="data:image/png;base64,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" width="1043" height="550px" /> --- # Causality - The only ones we can eliminate are d, g, and h - All the rest are possible! - If f is correct, we see the negative relationship even though minimum wage has *nothing to do* with causing employment (like the ice cream and shorts example) - If a is correct, then even though we know minimum wage causes employment to change, the *size* or even *direction* of the relationship will be wrong (why?) --- # Causality - So which of them is likely to be correct? - That depends on what we think `\(\varepsilon\)` is - `\(\varepsilon\)` is everything that determines `\(Y\)` other than `\(X\)` - Perhaps the health of the economy, or the policies that area has chosen - So we almost certainly have a graph with `\(\varepsilon \rightarrow Y\)` - Do those things also affect the choice to raise the minimum wage? If so we're in graph a. That downward relationship could be due to a null relationship, or even a positive one (or perhaps a *more negative* one?) --- # Endogeneity - So "correlation isn't causation" isn't quite complete - It's more "only certain correlations are causal" - Many correlations are beset by these problems like *endogeneity*, i.e. the presence of another variable like `\(\varepsilon\)` related to both `\(X\)` and `\(Y\)`, giving the effect a "back door" - So the *correlation* reflects both the *causal effect* and also *the influence of `\(\varepsilon\)`* --- # Random Experiments - One way around this problem is to run a random experiment - If we can randomly assign `\(X\)`, then we know we're not in graph a, because our graph looks like this! <!-- --> --- # Random Experiments - For this reason, random experiments are generally considered the "gold standard" - Although they have their own problems, of course (your experimental sample might not represent the population well, there are plenty of statistical mistakes to make, people may act differently knowing they're in an experiment, etc. etc.) - But regardless, we're looking here at questions for which we *can't* run an experiment, becuase it's impossible or infeasible or immoral - So one way we can think about solving this endogeneity problem with econometrics is to use our *observational data* in such a way that it behaves *as though there were an experiment being run* - Plenty of ways to do this we'll go over in this course! --- # Concept Check - What does it mean to say that `\(X\)` has a causal effect on `\(Y\)`? - Why might the relationship between `\(X\)` and `\(Y\)` in data not be the same as the causal effect? - What is an example of observational data? - Consider the question of "Does getting an MBA make you a better manager?" What are `\(X\)` and `\(Y\)` here? What would be in the error term `\(\varepsilon\)`? Are we likely to have an endogeneity problem here? --- # Spurious Correlations - Let's visit this site all about "spurious" correlations (i.e. correlations that almost certainly do not reveal a true effect of one variable on the other): [https://tylervigen.com/spurious-correlations](https://tylervigen.com/spurious-correlations) - Take a look at how easy it is to find variables that are *related* statistically, even though clearly neither causes the other - Click "Discover a correlation" at the bottom. Play with it and find a correlation. - Do you think this correlation is an example of inferential error (just random chance) or identification error (truly *related*, but not because one causes the other)? Why? --- # For Next Time - We'll be getting started with R, so make sure you have access to it - Install R from [R-project.org](R-project.org) and RStudio from [Rstudio.com](Rstudio.com) - Or, make an account at [rstudio.cloud](rstudio.cloud) - If you like, you can play around with it too. But mostly just have it installed. The less tech support we can do up top the easier the day will be!